{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "介绍如何在MxNet环境下，使用FGSM算法攻击基于ImageNet数据集预训练的alexnet模型。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jupyter notebook中使用Anaconda中的环境需要单独配置，默认情况下使用的是系统默认的Python环境，以使用advbox环境为例。\n",
    "首先在默认系统环境下执行以下命令，安装ipykernel。\n",
    "\n",
    "    conda install ipykernel\n",
    "    conda install -n advbox ipykernel\n",
    "\n",
    "在advbox环境下激活，这样启动后就可以在界面上看到advbox了。\n",
    "\n",
    "    python -m ipykernel install --user --name advbox --display-name advbox \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "logging.basicConfig(level=logging.INFO,format=\"%(filename)s[line:%(lineno)d] %(levelname)s %(message)s\")\n",
    "logger=logging.getLogger(__name__)\n",
    "\n",
    "from mxnet import gluon\n",
    "import mxnet as mx\n",
    "from mxnet.gluon import nn\n",
    "from mxnet import ndarray as nd\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from mxnet import image\n",
    "from mxnet import autograd\n",
    "from adversarialbox.adversary import Adversary\n",
    "from adversarialbox.attacks.gradient_method import FGSMT\n",
    "from adversarialbox.attacks.gradient_method import FGSM\n",
    "from adversarialbox.models.mxnet import MxNetModel\n",
    "import numpy as np\n",
    "from tools import show_images_diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#定义被攻击的图片\n",
    "image_path=\"tutorials/cropped_panda.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "mxnet.py[line:54] INFO Finish MxNetModel init\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 3, 224, 224)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "base.py[line:87] INFO adversary:\n",
      "         original_label: 388\n",
      "         target_label: 538\n",
      "         is_targeted_attack: True\n",
      "gradient_method.py[line:86] INFO epsilons=0.2,epsilons_max=0.5,steps=100,epsilon_steps=1\n",
      "gradient_method.py[line:133] INFO step=1, epsilon = 0.20000, pre_label = 388, adv_label=388 logits=10.7582530975\n",
      "gradient_method.py[line:133] INFO step=2, epsilon = 0.20000, pre_label = 388, adv_label=806 logits=8.05010509491\n",
      "gradient_method.py[line:133] INFO step=3, epsilon = 0.20000, pre_label = 388, adv_label=538 logits=21.5946960449\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "attack success, adversarial_label=538\n",
      "fgsm attack done\n"
     ]
    }
   ],
   "source": [
    "alexnet = mx.gluon.model_zoo.vision.alexnet(pretrained=True)\n",
    "\n",
    "orig = cv2.imread(image_path)[..., ::-1]\n",
    "orig = cv2.resize(orig, (224, 224))\n",
    "img = orig.copy().astype(np.float32)\n",
    "\n",
    "mean = [0.485, 0.456, 0.406]\n",
    "std = [0.229, 0.224, 0.225]\n",
    "img /= 255.0\n",
    "img = (img - mean) / std\n",
    "img = img.transpose(2, 0, 1)\n",
    "\n",
    "img = np.expand_dims(img, axis=0)\n",
    "\n",
    "# advbox demo\n",
    "m = MxNetModel(\n",
    "    alexnet, None,(-3, 3),\n",
    "    channel_axis=1)\n",
    "attack = FGSMT(m)\n",
    "\n",
    "\n",
    "# 静态epsilons\n",
    "attack_config = {\"epsilons\": 0.2, \"epsilon_steps\": 1, \"steps\": 100}\n",
    "\n",
    "inputs=img\n",
    "\n",
    "print(inputs.shape)\n",
    "\n",
    "adversary = Adversary(inputs, None)\n",
    "\n",
    "tlabel = 538\n",
    "adversary.set_target(is_targeted_attack=True, target_label=tlabel)\n",
    "\n",
    "\n",
    "adversary = attack(adversary, **attack_config)\n",
    "\n",
    "\n",
    "if adversary.is_successful():\n",
    "    print(\n",
    "        'attack success, adversarial_label=%d'\n",
    "        % (adversary.adversarial_label))\n",
    "\n",
    "    adv=adversary.adversarial_example[0]\n",
    "\n",
    "\n",
    "else:\n",
    "    print('attack failed')\n",
    "\n",
    "\n",
    "print(\"fgsm attack done\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#格式转换\n",
    "adv = adv.transpose(1, 2, 0)\n",
    "adv = (adv * std) + mean\n",
    "adv = adv * 256.0\n",
    "adv = np.clip(adv, 0, 255).astype(np.uint8)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "l0=150520 l2=65790.2171679\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显示原始图片  抵抗样本 以及两张图之间的差异  其中灰色代表没有差异的像素点\n",
    "show_images_diff(orig,adversary.original_label,adv,adversary.adversarial_label)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "advbox",
   "language": "python",
   "name": "advbox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
